EDA_df_medicare

Dataset statistics

Number of variables	19
Number of observations	31304
Missing cells	69772
Missing cells (%)	11.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.5 MiB
Average record size in memory	152.0 B

Variable types

Categorical	9
Numeric	10

Alerts

`Bene_Geo_Desc` has a high cardinality: 56 distinct values	High cardinality
`Total_Bene_Hosp` is highly correlated with `Total_Mth_Enrl`	High correlation
`Total_Mth_Enrl` is highly correlated with `Total_Bene_Hosp`	High correlation
`Total_Bene_Enr_Hosp_Per100K` is highly correlated with `Month`	High correlation
`Pct_Dschrg_SNF` is highly correlated with `Pct_Dschrg_Home`	High correlation
`Pct_Dschrg_Home` is highly correlated with `Bene_Geo_Desc` and 3 other fields	High correlation
`Pct_Dschrg_Hspc` is highly correlated with `Bene_Age_Desc` and 1 other fields	High correlation
`Month` is highly correlated with `Total_Bene_Enr_Hosp_Per100K`	High correlation
`Bene_Geo_Desc` is highly correlated with `Pct_Dschrg_Home` and 2 other fields	High correlation
`Bene_Age_Desc` is highly correlated with `Pct_Dschrg_Home` and 1 other fields	High correlation
`Pct_Dschrg_HomeHealth` is highly correlated with `Bene_Geo_Desc`	High correlation
`Pct_Dschrg_Other` is highly correlated with `Bene_Geo_Desc`	High correlation
`Total_Bene_Hosp` has 6919 (22.1%) missing values	Missing
`Total_Bene_Enr_Hosp_Per100K` has 6919 (22.1%) missing values	Missing
`AVG_los` has 7987 (25.5%) missing values	Missing
`Pct_Dschrg_SNF` has 7987 (25.5%) missing values	Missing
`Pct_Dschrg_Expired` has 7987 (25.5%) missing values	Missing
`Pct_Dschrg_Home` has 7987 (25.5%) missing values	Missing
`Pct_Dschrg_Hspc` has 7987 (25.5%) missing values	Missing
`Pct_Dschrg_HomeHealth` has 7987 (25.5%) missing values	Missing
`Pct_Dschrg_Other` has 7987 (25.5%) missing values	Missing
`Total_Bene_Hosp` is highly skewed (γ1 = 21.34513137)	Skewed
`Year` is uniformly distributed	Uniform
`Month` is uniformly distributed	Uniform
`Total_Bene_Hosp` has 1069 (3.4%) zeros	Zeros
`Total_Bene_Enr_Hosp_Per100K` has 1069 (3.4%) zeros	Zeros
`Pct_Dschrg_SNF` has 429 (1.4%) zeros	Zeros
`Pct_Dschrg_Expired` has 411 (1.3%) zeros	Zeros
`Pct_Dschrg_Hspc` has 2647 (8.5%) zeros	Zeros
`Pct_Dschrg_Other` has 1028 (3.3%) zeros	Zeros

Reproduction

Analysis started	2022-10-27 04:46:00.033126
Analysis finished	2022-10-27 04:46:31.113211
Duration	31.08 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

Year
Categorical

UNIFORM

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

2020	15652
2021	15652

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	125216
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020
2nd row	2020
3rd row	2020
4th row	2020
5th row	2020

Common Values

Value	Count	Frequency (%)
2020	15652	50.0%
2021	15652	50.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
2020	15652	50.0%
2021	15652	50.0%

Most occurring characters

Value	Count	Frequency (%)
2	62608	50.0%
0	46956	37.5%
1	15652	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	125216	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	62608	50.0%
0	46956	37.5%
1	15652	12.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	125216	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	62608	50.0%
0	46956	37.5%
1	15652	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	125216	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	62608	50.0%
0	46956	37.5%
1	15652	12.5%

Month
Categorical

HIGH CORRELATION
UNIFORM

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

11	2408
12	2408
4	2408
7	2408
8	2408
Other values (8)	19264

Length

Max length	7
Median length	1
Mean length	1.692307692
Min length	1

Characters and Unicode

Total characters	52976
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Overall
2nd row	Overall
3rd row	Overall
4th row	Overall
5th row	Overall

Common Values

Value	Count	Frequency (%)
11	2408	7.7%
12	2408	7.7%
4	2408	7.7%
7	2408	7.7%
8	2408	7.7%
10	2408	7.7%
5	2408	7.7%
Overall	2408	7.7%
1	2408	7.7%
6	2408	7.7%
Other values (3)	7224	23.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
11	2408	7.7%
12	2408	7.7%
4	2408	7.7%
7	2408	7.7%
8	2408	7.7%
10	2408	7.7%
5	2408	7.7%
overall	2408	7.7%
1	2408	7.7%
6	2408	7.7%
Other values (3)	7224	23.1%

Most occurring characters

Value	Count	Frequency (%)
1	12040	22.7%
2	4816	9.1%
l	4816	9.1%
4	2408	4.5%
7	2408	4.5%
8	2408	4.5%
0	2408	4.5%
5	2408	4.5%
O	2408	4.5%
v	2408	4.5%
Other values (6)	14448	27.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	36120	68.2%
Lowercase Letter	14448	27.3%
Uppercase Letter	2408	4.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	12040	33.3%
2	4816	13.3%
4	2408	6.7%
7	2408	6.7%
8	2408	6.7%
0	2408	6.7%
5	2408	6.7%
6	2408	6.7%
3	2408	6.7%
9	2408	6.7%

Lowercase Letter

Value	Count	Frequency (%)
l	4816	33.3%
v	2408	16.7%
e	2408	16.7%
r	2408	16.7%
a	2408	16.7%

Uppercase Letter

Value	Count	Frequency (%)
O	2408	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	36120	68.2%
Latin	16856	31.8%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	12040	33.3%
2	4816	13.3%
4	2408	6.7%
7	2408	6.7%
8	2408	6.7%
0	2408	6.7%
5	2408	6.7%
6	2408	6.7%
3	2408	6.7%
9	2408	6.7%

Latin

Value	Count	Frequency (%)
l	4816	28.6%
O	2408	14.3%
v	2408	14.3%
e	2408	14.3%
r	2408	14.3%
a	2408	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52976	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	12040	22.7%
2	4816	9.1%
l	4816	9.1%
4	2408	4.5%
7	2408	4.5%
8	2408	4.5%
0	2408	4.5%
5	2408	4.5%
O	2408	4.5%
v	2408	4.5%
Other values (6)	14448	27.3%

Bene_Geo_Desc
Categorical

HIGH CARDINALITY
HIGH CORRELATION

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

National	3354
Maryland	546
Alaska	546
Wisconsin	546
Connecticut	546
Other values (51)	25766

Length

Max length	20
Median length	13
Mean length	8.606312292
Min length	4

Characters and Unicode

Total characters	269412
Distinct characters	46
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	National
2nd row	National
3rd row	National
4th row	National
5th row	National

Common Values

Value	Count	Frequency (%)
National	3354	10.7%
Maryland	546	1.7%
Alaska	546	1.7%
Wisconsin	546	1.7%
Connecticut	546	1.7%
Kentucky	546	1.7%
Michigan	546	1.7%
Missouri	546	1.7%
Mississippi	546	1.7%
Oregon	546	1.7%
Other values (46)	23036	73.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
national	3354	8.8%
new	2184	5.8%
north	1092	2.9%
virginia	1092	2.9%
south	1092	2.9%
dakota	1092	2.9%
carolina	1092	2.9%
florida	546	1.4%
rhode	546	1.4%
island	546	1.4%
Other values (53)	25298	66.7%

Most occurring characters

Value	Count	Frequency (%)
a	38454	14.3%
i	26468	9.8%
n	22542	8.4%
o	21996	8.2%
s	17056	6.3%
e	15366	5.7%
t	13806	5.1%
r	12142	4.5%
l	11570	4.3%
N	7722	2.9%
Other values (36)	82290	30.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	224848	83.5%
Uppercase Letter	37934	14.1%
Space Separator	6630	2.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	38454	17.1%
i	26468	11.8%
n	22542	10.0%
o	21996	9.8%
s	17056	7.6%
e	15366	6.8%
t	13806	6.1%
r	12142	5.4%
l	11570	5.1%
h	7098	3.2%
Other values (14)	38350	17.1%

Uppercase Letter

Value	Count	Frequency (%)
N	7722	20.4%
M	4940	13.0%
C	3276	8.6%
I	2756	7.3%
D	2210	5.8%
O	2184	5.8%
W	2184	5.8%
A	2184	5.8%
V	1664	4.4%
T	1118	2.9%
Other values (11)	7696	20.3%

Space Separator

Value	Count	Frequency (%)
	6630	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	262782	97.5%
Common	6630	2.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	38454	14.6%
i	26468	10.1%
n	22542	8.6%
o	21996	8.4%
s	17056	6.5%
e	15366	5.8%
t	13806	5.3%
r	12142	4.6%
l	11570	4.4%
N	7722	2.9%
Other values (35)	75660	28.8%

Common

Value	Count	Frequency (%)
	6630	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	269412	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	38454	14.3%
i	26468	9.8%
n	22542	8.4%
o	21996	8.2%
s	17056	6.3%
e	15366	5.7%
t	13806	5.1%
r	12142	4.5%
l	11570	4.3%
N	7722	2.9%
Other values (36)	82290	30.5%

Bene_Mdcd_Mdcr_Enrl_Stus
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

All	27664
Medicare Only	1820
Medicare & Medicaid	1820

Length

Max length	19
Median length	3
Mean length	4.511627907
Min length	3

Characters and Unicode

Total characters	141232
Distinct characters	14
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	All
2nd row	All
3rd row	All
4th row	All
5th row	All

Common Values

Value	Count	Frequency (%)
All	27664	88.4%
Medicare Only	1820	5.8%
Medicare & Medicaid	1820	5.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
all	27664	75.2%
medicare	3640	9.9%
only	1820	5.0%
	1820	5.0%
medicaid	1820	5.0%

Most occurring characters

Value	Count	Frequency (%)
l	57148	40.5%
A	27664	19.6%
e	9100	6.4%
d	7280	5.2%
i	7280	5.2%
M	5460	3.9%
c	5460	3.9%
a	5460	3.9%
	5460	3.9%
r	3640	2.6%
Other values (4)	7280	5.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	99008	70.1%
Uppercase Letter	34944	24.7%
Space Separator	5460	3.9%
Other Punctuation	1820	1.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	57148	57.7%
e	9100	9.2%
d	7280	7.4%
i	7280	7.4%
c	5460	5.5%
a	5460	5.5%
r	3640	3.7%
n	1820	1.8%
y	1820	1.8%

Uppercase Letter

Value	Count	Frequency (%)
A	27664	79.2%
M	5460	15.6%
O	1820	5.2%

Space Separator

Value	Count	Frequency (%)
	5460	100.0%

Other Punctuation

Value	Count	Frequency (%)
&	1820	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	133952	94.8%
Common	7280	5.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	57148	42.7%
A	27664	20.7%
e	9100	6.8%
d	7280	5.4%
i	7280	5.4%
M	5460	4.1%
c	5460	4.1%
a	5460	4.1%
r	3640	2.7%
O	1820	1.4%
Other values (2)	3640	2.7%

Common

Value	Count	Frequency (%)
	5460	75.0%
&	1820	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	141232	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	57148	40.5%
A	27664	19.6%
e	9100	6.4%
d	7280	5.2%
i	7280	5.2%
M	5460	3.9%
c	5460	3.9%
a	5460	3.9%
	5460	3.9%
r	3640	2.6%
Other values (4)	7280	5.2%

Bene_Race_Desc
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

All	21008
American Indian/Alaska Native	1716
Black/African American	1716
Asian/Pacific Islander	1716
Non-Hispanic White	1716
Other values (2)	3432

Length

Max length	29
Median length	3
Mean length	8.15282392
Min length	3

Characters and Unicode

Total characters	255216
Distinct characters	30
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	All
2nd row	All
3rd row	All
4th row	All
5th row	All

Common Values

Value	Count	Frequency (%)
All	21008	67.1%
American Indian/Alaska Native	1716	5.5%
Black/African American	1716	5.5%
Asian/Pacific Islander	1716	5.5%
Non-Hispanic White	1716	5.5%
Hispanic	1716	5.5%
Other/Unknown	1716	5.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
all	21008	52.7%
american	3432	8.6%
indian/alaska	1716	4.3%
native	1716	4.3%
black/african	1716	4.3%
asian/pacific	1716	4.3%
islander	1716	4.3%
non-hispanic	1716	4.3%
white	1716	4.3%
hispanic	1716	4.3%

Most occurring characters

Value	Count	Frequency (%)
l	47164	18.5%
A	29588	11.6%
n	22308	8.7%
i	22308	8.7%
a	22308	8.7%
c	13728	5.4%
e	10296	4.0%
s	8580	3.4%
	8580	3.4%
r	8580	3.4%
Other values (20)	61776	24.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	189592	74.3%
Uppercase Letter	48464	19.0%
Space Separator	8580	3.4%
Other Punctuation	6864	2.7%
Dash Punctuation	1716	0.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	47164	24.9%
n	22308	11.8%
i	22308	11.8%
a	22308	11.8%
c	13728	7.2%
e	10296	5.4%
s	8580	4.5%
r	8580	4.5%
k	5148	2.7%
t	5148	2.7%
Other values (8)	24024	12.7%

Uppercase Letter

Value	Count	Frequency (%)
A	29588	61.1%
H	3432	7.1%
N	3432	7.1%
I	3432	7.1%
B	1716	3.5%
P	1716	3.5%
W	1716	3.5%
O	1716	3.5%
U	1716	3.5%

Space Separator

Value	Count	Frequency (%)
	8580	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	6864	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1716	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	238056	93.3%
Common	17160	6.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	47164	19.8%
A	29588	12.4%
n	22308	9.4%
i	22308	9.4%
a	22308	9.4%
c	13728	5.8%
e	10296	4.3%
s	8580	3.6%
r	8580	3.6%
k	5148	2.2%
Other values (17)	48048	20.2%

Common

Value	Count	Frequency (%)
	8580	50.0%
/	6864	40.0%
-	1716	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	255216	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	47164	18.5%
A	29588	11.6%
n	22308	8.7%
i	22308	8.7%
a	22308	8.7%
c	13728	5.4%
e	10296	4.0%
s	8580	3.4%
	8580	3.4%
r	8580	3.4%
Other values (20)	61776	24.2%

Bene_Sex_Desc
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

All	28184
Male	1560
Female	1560

Length

Max length	6
Median length	3
Mean length	3.199335548
Min length	3

Characters and Unicode

Total characters	100152
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	All
2nd row	All
3rd row	All
4th row	All
5th row	All

Common Values

Value	Count	Frequency (%)
All	28184	90.0%
Male	1560	5.0%
Female	1560	5.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
all	28184	90.0%
male	1560	5.0%
female	1560	5.0%

Most occurring characters

Value	Count	Frequency (%)
l	59488	59.4%
A	28184	28.1%
e	4680	4.7%
a	3120	3.1%
M	1560	1.6%
F	1560	1.6%
m	1560	1.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	68848	68.7%
Uppercase Letter	31304	31.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	59488	86.4%
e	4680	6.8%
a	3120	4.5%
m	1560	2.3%

Uppercase Letter

Value	Count	Frequency (%)
A	28184	90.0%
M	1560	5.0%
F	1560	5.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	100152	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	59488	59.4%
A	28184	28.1%
e	4680	4.7%
a	3120	3.1%
M	1560	1.6%
F	1560	1.6%
m	1560	1.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100152	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	59488	59.4%
A	28184	28.1%
e	4680	4.7%
a	3120	3.1%
M	1560	1.6%
F	1560	1.6%
m	1560	1.6%

Bene_Mdcr_Entlmt_Stus
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

All	26624
Disabled	1560
Aged	1560
ESRD	1560

Length

Max length	8
Median length	3
Mean length	3.348837209
Min length	3

Characters and Unicode

Total characters	104832
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	All
2nd row	All
3rd row	All
4th row	All
5th row	All

Common Values

Value	Count	Frequency (%)
All	26624	85.0%
Disabled	1560	5.0%
Aged	1560	5.0%
ESRD	1560	5.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
all	26624	85.0%
disabled	1560	5.0%
aged	1560	5.0%
esrd	1560	5.0%

Most occurring characters

Value	Count	Frequency (%)
l	54808	52.3%
A	28184	26.9%
D	3120	3.0%
e	3120	3.0%
d	3120	3.0%
i	1560	1.5%
s	1560	1.5%
a	1560	1.5%
b	1560	1.5%
g	1560	1.5%
Other values (3)	4680	4.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	68848	65.7%
Uppercase Letter	35984	34.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	54808	79.6%
e	3120	4.5%
d	3120	4.5%
i	1560	2.3%
s	1560	2.3%
a	1560	2.3%
b	1560	2.3%
g	1560	2.3%

Uppercase Letter

Value	Count	Frequency (%)
A	28184	78.3%
D	3120	8.7%
E	1560	4.3%
S	1560	4.3%
R	1560	4.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	104832	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	54808	52.3%
A	28184	26.9%
D	3120	3.0%
e	3120	3.0%
d	3120	3.0%
i	1560	1.5%
s	1560	1.5%
a	1560	1.5%
b	1560	1.5%
g	1560	1.5%
Other values (3)	4680	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	104832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	54808	52.3%
A	28184	26.9%
D	3120	3.0%
e	3120	3.0%
d	3120	3.0%
i	1560	1.5%
s	1560	1.5%
a	1560	1.5%
b	1560	1.5%
g	1560	1.5%
Other values (3)	4680	4.5%

Bene_Age_Desc
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

All	25064
0-64	1560
85 and over	1560
65-74	1560
75-84	1560

Length

Max length	11
Median length	3
Mean length	3.647840532
Min length	3

Characters and Unicode

Total characters	114192
Distinct characters	17
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	All
2nd row	All
3rd row	All
4th row	All
5th row	0-64

Common Values

Value	Count	Frequency (%)
All	25064	80.1%
0-64	1560	5.0%
85 and over	1560	5.0%
65-74	1560	5.0%
75-84	1560	5.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
all	25064	72.8%
0-64	1560	4.5%
85	1560	4.5%
and	1560	4.5%
over	1560	4.5%
65-74	1560	4.5%
75-84	1560	4.5%

Most occurring characters

Value	Count	Frequency (%)
l	50128	43.9%
A	25064	21.9%
-	4680	4.1%
5	4680	4.1%
4	4680	4.1%
8	3120	2.7%
	3120	2.7%
6	3120	2.7%
7	3120	2.7%
0	1560	1.4%
Other values (7)	10920	9.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	61048	53.5%
Uppercase Letter	25064	21.9%
Decimal Number	20280	17.8%
Dash Punctuation	4680	4.1%
Space Separator	3120	2.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	50128	82.1%
a	1560	2.6%
n	1560	2.6%
d	1560	2.6%
o	1560	2.6%
v	1560	2.6%
e	1560	2.6%
r	1560	2.6%

Decimal Number

Value	Count	Frequency (%)
5	4680	23.1%
4	4680	23.1%
8	3120	15.4%
6	3120	15.4%
7	3120	15.4%
0	1560	7.7%

Uppercase Letter

Value	Count	Frequency (%)
A	25064	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4680	100.0%

Space Separator

Value	Count	Frequency (%)
	3120	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	86112	75.4%
Common	28080	24.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	50128	58.2%
A	25064	29.1%
a	1560	1.8%
n	1560	1.8%
d	1560	1.8%
o	1560	1.8%
v	1560	1.8%
e	1560	1.8%
r	1560	1.8%

Common

Value	Count	Frequency (%)
-	4680	16.7%
5	4680	16.7%
4	4680	16.7%
8	3120	11.1%
	3120	11.1%
6	3120	11.1%
7	3120	11.1%
0	1560	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	114192	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	50128	43.9%
A	25064	21.9%
-	4680	4.1%
5	4680	4.1%
4	4680	4.1%
8	3120	2.7%
	3120	2.7%
6	3120	2.7%
7	3120	2.7%
0	1560	1.4%
Other values (7)	10920	9.6%

Bene_RUCA_Desc
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	244.7 KiB

All	26624
Urban	1560
Rural	1560
Unknown	1560

Length

Max length	7
Median length	3
Mean length	3.398671096
Min length	3

Characters and Unicode

Total characters	106392
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	All
2nd row	Rural
3rd row	Urban
4th row	Unknown
5th row	All

Common Values

Value	Count	Frequency (%)
All	26624	85.0%
Urban	1560	5.0%
Rural	1560	5.0%
Unknown	1560	5.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
all	26624	85.0%
urban	1560	5.0%
rural	1560	5.0%
unknown	1560	5.0%

Most occurring characters

Value	Count	Frequency (%)
l	54808	51.5%
A	26624	25.0%
n	6240	5.9%
U	3120	2.9%
r	3120	2.9%
a	3120	2.9%
b	1560	1.5%
R	1560	1.5%
u	1560	1.5%
k	1560	1.5%
Other values (2)	3120	2.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	75088	70.6%
Uppercase Letter	31304	29.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	54808	73.0%
n	6240	8.3%
r	3120	4.2%
a	3120	4.2%
b	1560	2.1%
u	1560	2.1%
k	1560	2.1%
o	1560	2.1%
w	1560	2.1%

Uppercase Letter

Value	Count	Frequency (%)
A	26624	85.0%
U	3120	10.0%
R	1560	5.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	106392	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	54808	51.5%
A	26624	25.0%
n	6240	5.9%
U	3120	2.9%
r	3120	2.9%
a	3120	2.9%
b	1560	1.5%
R	1560	1.5%
u	1560	1.5%
k	1560	1.5%
Other values (2)	3120	2.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	106392	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	54808	51.5%
A	26624	25.0%
n	6240	5.9%
U	3120	2.9%
r	3120	2.9%
a	3120	2.9%
b	1560	1.5%
R	1560	1.5%
u	1560	1.5%
k	1560	1.5%
Other values (2)	3120	2.9%

Total_Bene_Hosp
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	5691
Distinct (%)	23.3%
Missing	6919
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	3901.225384

Minimum	0
Maximum	1098471
Zeros	1069
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	72
median	312
Q3	1260
95-th percentile	13091.6
Maximum	1098471
Range	1098471
Interquartile range (IQR)	1188

Descriptive statistics

Standard deviation	26147.52296
Coefficient of variation (CV)	6.702387168
Kurtosis	597.1735002
Mean	3901.225384
Median Absolute Deviation (MAD)	286
Skewness	21.34513137
Sum	95131381
Variance	683692956.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1069	3.4%
14	157	0.5%
11	150	0.5%
15	150	0.5%
12	141	0.5%
17	141	0.5%
13	140	0.4%
20	127	0.4%
22	120	0.4%
16	119	0.4%
Other values (5681)	22071	70.5%
(Missing)	6919	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1069	3.4%
11	150	0.5%
12	141	0.5%
13	140	0.4%
14	157	0.5%
15	150	0.5%
16	119	0.4%
17	141	0.5%
18	117	0.4%
19	101	0.3%

Value	Count	Frequency (%)
1098471	1	< 0.1%
983879	1	< 0.1%
900406	1	< 0.1%
866532	1	< 0.1%
820160	1	< 0.1%
792524	1	< 0.1%
763376	1	< 0.1%
732839	1	< 0.1%
659670	1	< 0.1%
658664	1	< 0.1%

Total_Mth_Enrl
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	29052
Distinct (%)	92.9%
Missing	25
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1198314.949

Minimum	0
Maximum	63977500
Zeros	27
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	885
Q1	26811.5
median	166675
Q3	603914.5
95-th percentile	3724702.2
Maximum	63977500
Range	63977500
Interquartile range (IQR)	577103

Descriptive statistics

Standard deviation	5029060.724
Coefficient of variation (CV)	4.19677709
Kurtosis	70.72019862
Mean	1198314.949
Median Absolute Deviation (MAD)	160508
Skewness	7.990315189
Sum	3.748209328 × 10¹⁰
Variance	2.529145176 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	0.1%
26	23	0.1%
117	14	< 0.1%
42	14	< 0.1%
740	12	< 0.1%
60	12	< 0.1%
713	10	< 0.1%
25	9	< 0.1%
41	9	< 0.1%
874	9	< 0.1%
Other values (29042)	31140	99.5%
(Missing)	25	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	0.1%
24	4	< 0.1%
25	9	< 0.1%
26	23	0.1%
27	8	< 0.1%
28	4	< 0.1%
30	1	< 0.1%
31	7	< 0.1%
32	4	< 0.1%
41	9	< 0.1%

Value	Count	Frequency (%)
63977500	1	< 0.1%
63917465	1	< 0.1%
63867380	1	< 0.1%
63801513	1	< 0.1%
63718909	1	< 0.1%
63596092	1	< 0.1%
63519463.25	1	< 0.1%
63454721	1	< 0.1%
63343386	1	< 0.1%
63246561	1	< 0.1%

Total_Bene_Enr_Hosp_Per100K
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	23230
Distinct (%)	95.3%
Missing	6919
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	379.2055151

Minimum	0
Maximum	15402.2296
Zeros	1069
Zeros (%)	3.4%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2.39318
Q1	52.9269
median	130.9715
Q3	315.7946
95-th percentile	1777.33082
Maximum	15402.2296
Range	15402.2296
Interquartile range (IQR)	262.8677

Descriptive statistics

Standard deviation	868.5077049
Coefficient of variation (CV)	2.29033511
Kurtosis	77.7447956
Mean	379.2055151
Median Absolute Deviation (MAD)	96.8195
Skewness	7.302001883
Sum	9246926.485
Variance	754305.6335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1069	3.4%
118.1041	2	< 0.1%
35.6958	2	< 0.1%
123.6858	2	< 0.1%
173.0603	2	< 0.1%
149.4118	2	< 0.1%
260.1838	2	< 0.1%
145.8012	2	< 0.1%
65.4008	2	< 0.1%
87.9507	2	< 0.1%
Other values (23220)	23298	74.4%
(Missing)	6919	22.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1069	3.4%
0.7545	1	< 0.1%
0.9498	1	< 0.1%
1.0534	1	< 0.1%
1.0679	1	< 0.1%
1.0977	1	< 0.1%
1.15	1	< 0.1%
1.165	1	< 0.1%
1.2017	1	< 0.1%
1.2353	1	< 0.1%

Value	Count	Frequency (%)
15402.2296	1	< 0.1%
14281.1481	1	< 0.1%
13973.2397	1	< 0.1%
13921.4747	1	< 0.1%
13535.2884	1	< 0.1%
13525.6582	1	< 0.1%
13345.7293	1	< 0.1%
13306.1103	1	< 0.1%
13022.8238	1	< 0.1%
12958.3291	1	< 0.1%

AVG_los
Real number (ℝ_≥0)

MISSING

Distinct	17892
Distinct (%)	76.7%
Missing	7987
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	10.98673668

Minimum	3.5
Maximum	111.6923
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	3.5
5-th percentile	7.9332
Q1	9.437
median	10.4384
Q3	11.7312
95-th percentile	15.32402
Maximum	111.6923
Range	108.1923
Interquartile range (IQR)	2.2942

Descriptive statistics

Standard deviation	3.383839798
Coefficient of variation (CV)	0.3079931646
Kurtosis	111.1984695
Mean	10.98673668
Median Absolute Deviation (MAD)	1.1137
Skewness	7.31930628
Sum	256177.7391
Variance	11.45037178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	50	0.2%
9	41	0.1%
11	34	0.1%
12	33	0.1%
8	25	0.1%
13	19	0.1%
9.3333	18	0.1%
9.5	15	< 0.1%
7	15	< 0.1%
10.6667	15	< 0.1%
Other values (17882)	23052	73.6%
(Missing)	7987	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.5	1	< 0.1%
3.6667	1	< 0.1%
4.2727	1	< 0.1%
4.3846	1	< 0.1%
4.5	1	< 0.1%
4.6667	1	< 0.1%
4.7222	1	< 0.1%
4.7273	2	< 0.1%
4.7391	1	< 0.1%
4.7727	1	< 0.1%

Value	Count	Frequency (%)
111.6923	1	< 0.1%
83.2143	1	< 0.1%
77.28	1	< 0.1%
77.2727	1	< 0.1%
75.3077	1	< 0.1%
68.9375	1	< 0.1%
66.5217	1	< 0.1%
66.44	2	< 0.1%
65.0769	1	< 0.1%
64.25	1	< 0.1%

Pct_Dschrg_SNF
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	3237
Distinct (%)	13.9%
Missing	7987
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.1616011751

Minimum	0
Maximum	0.7692
Zeros	429
Zeros (%)	1.4%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0551
Q1	0.1123
median	0.1526
Q3	0.2
95-th percentile	0.3043
Maximum	0.7692
Range	0.7692
Interquartile range (IQR)	0.0877

Descriptive statistics

Standard deviation	0.07647031276
Coefficient of variation (CV)	0.47320394
Kurtosis	1.832067219
Mean	0.1616011751
Median Absolute Deviation (MAD)	0.0432
Skewness	0.8531320696
Sum	3768.0546
Variance	0.005847708734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	429	1.4%
0.1667	170	0.5%
0.1429	156	0.5%
0.0909	137	0.4%
0.125	136	0.4%
0.2	134	0.4%
0.1111	121	0.4%
0.25	119	0.4%
0.1818	101	0.3%
0.1538	99	0.3%
Other values (3227)	21715	69.4%
(Missing)	7987	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	429	1.4%
0.0082	1	< 0.1%
0.0102	1	< 0.1%
0.011	1	< 0.1%
0.0112	1	< 0.1%
0.0116	1	< 0.1%
0.0118	2	< 0.1%
0.0119	1	< 0.1%
0.013	1	< 0.1%
0.014	1	< 0.1%

Value	Count	Frequency (%)
0.7692	1	< 0.1%
0.75	1	< 0.1%
0.6154	1	< 0.1%
0.6111	1	< 0.1%
0.5897	1	< 0.1%
0.5882	1	< 0.1%
0.5833	1	< 0.1%
0.5606	1	< 0.1%
0.5556	1	< 0.1%
0.5521	1	< 0.1%

Pct_Dschrg_Expired
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	2718
Distinct (%)	11.7%
Missing	7987
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.1563636231

Minimum	0
Maximum	0.6667
Zeros	411
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0604
Q1	0.1192
median	0.1538
Q3	0.1877
95-th percentile	0.2667
Maximum	0.6667
Range	0.6667
Interquartile range (IQR)	0.0685

Descriptive statistics

Standard deviation	0.06341556097
Coefficient of variation (CV)	0.4055646685
Kurtosis	2.45021362
Mean	0.1563636231
Median Absolute Deviation (MAD)	0.0343
Skewness	0.6643198982
Sum	3645.9306
Variance	0.004021533373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	411	1.3%
0.1667	201	0.6%
0.2	172	0.5%
0.1429	162	0.5%
0.125	161	0.5%
0.0909	136	0.4%
0.1111	123	0.4%
0.1818	112	0.4%
0.25	109	0.3%
0.1538	103	0.3%
Other values (2708)	21627	69.1%
(Missing)	7987	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	411	1.3%
0.007	1	< 0.1%
0.0078	1	< 0.1%
0.0088	1	< 0.1%
0.0098	1	< 0.1%
0.011	1	< 0.1%
0.0112	1	< 0.1%
0.0115	1	< 0.1%
0.012	1	< 0.1%
0.0125	2	< 0.1%

Value	Count	Frequency (%)
0.6667	1	< 0.1%
0.5455	1	< 0.1%
0.5385	2	< 0.1%
0.525	1	< 0.1%
0.5247	1	< 0.1%
0.5238	1	< 0.1%
0.5	6	< 0.1%
0.4923	1	< 0.1%
0.475	2	< 0.1%
0.4737	2	< 0.1%

Pct_Dschrg_Home
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	4590
Distinct (%)	19.7%
Missing	7987
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.408410992

Minimum	0
Maximum	1
Zeros	11
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2115
Q1	0.3411
median	0.4064
Q3	0.4793
95-th percentile	0.5972
Maximum	1
Range	1
Interquartile range (IQR)	0.1382

Descriptive statistics

Standard deviation	0.1138527416
Coefficient of variation (CV)	0.2787700229
Kurtosis	0.4820147389
Mean	0.408410992
Median Absolute Deviation (MAD)	0.069
Skewness	0.02031304681
Sum	9522.9191
Variance	0.01296244677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5	299	1.0%
0.3333	130	0.4%
0.4	130	0.4%
0.4286	98	0.3%
0.25	88	0.3%
0.4444	76	0.2%
0.6	76	0.2%
0.4167	70	0.2%
0.375	67	0.2%
0.3636	67	0.2%
Other values (4580)	22216	71.0%
(Missing)	7987	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	< 0.1%
0.0133	1	< 0.1%
0.0182	1	< 0.1%
0.0256	1	< 0.1%
0.027	1	< 0.1%
0.0284	1	< 0.1%
0.0303	1	< 0.1%
0.0333	1	< 0.1%
0.0385	1	< 0.1%
0.039	1	< 0.1%

Value	Count	Frequency (%)
1	2	< 0.1%
0.9444	1	< 0.1%
0.9091	2	< 0.1%
0.875	1	< 0.1%
0.8667	2	< 0.1%
0.8571	3	< 0.1%
0.8333	4	< 0.1%
0.8235	1	< 0.1%
0.8214	1	< 0.1%
0.8182	4	< 0.1%

Pct_Dschrg_Hspc
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	1366
Distinct (%)	5.9%
Missing	7987
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.03785352318

Minimum	0
Maximum	0.3077
Zeros	2647
Zeros (%)	8.5%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0185
median	0.0345
Q3	0.05
95-th percentile	0.0922
Maximum	0.3077
Range	0.3077
Interquartile range (IQR)	0.0315

Descriptive statistics

Standard deviation	0.029358534
Coefficient of variation (CV)	0.775582602
Kurtosis	5.49512426
Mean	0.03785352318
Median Absolute Deviation (MAD)	0.0156
Skewness	1.63030703
Sum	882.6306
Variance	0.0008619235187
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2647	8.5%
0.0455	111	0.4%
0.04	109	0.3%
0.037	109	0.3%
0.0435	96	0.3%
0.0333	95	0.3%
0.0385	94	0.3%
0.05	93	0.3%
0.0476	92	0.3%
0.0357	91	0.3%
Other values (1356)	19780	63.2%
(Missing)	7987	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2647	8.5%
0.0012	1	< 0.1%
0.0019	1	< 0.1%
0.0021	1	< 0.1%
0.0022	1	< 0.1%
0.0023	3	< 0.1%
0.0024	2	< 0.1%
0.0025	1	< 0.1%
0.0027	6	< 0.1%
0.0028	2	< 0.1%

Value	Count	Frequency (%)
0.3077	1	< 0.1%
0.2857	2	< 0.1%
0.2727	4	< 0.1%
0.2632	2	< 0.1%
0.25	1	< 0.1%
0.2424	1	< 0.1%
0.2381	3	< 0.1%
0.2353	1	< 0.1%
0.2344	1	< 0.1%
0.2308	3	< 0.1%

Pct_Dschrg_HomeHealth
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	2615
Distinct (%)	11.2%
Missing	7987
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.1615338809

Minimum	0
Maximum	0.5833
Zeros	295
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0667
Q1	0.1233
median	0.1589
Q3	0.1969
95-th percentile	0.2638
Maximum	0.5833
Range	0.5833
Interquartile range (IQR)	0.0736

Descriptive statistics

Standard deviation	0.06165337656
Coefficient of variation (CV)	0.3816745827
Kurtosis	1.63453822
Mean	0.1615338809
Median Absolute Deviation (MAD)	0.0368
Skewness	0.4442146183
Sum	3766.4855
Variance	0.003801138842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	295	0.9%
0.1429	185	0.6%
0.1667	184	0.6%
0.2	166	0.5%
0.25	146	0.5%
0.125	145	0.5%
0.1111	120	0.4%
0.1818	117	0.4%
0.1538	114	0.4%
0.1333	101	0.3%
Other values (2605)	21744	69.5%
(Missing)	7987	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	295	0.9%
0.0127	1	< 0.1%
0.0137	1	< 0.1%
0.0138	1	< 0.1%
0.0149	1	< 0.1%
0.0154	1	< 0.1%
0.0161	1	< 0.1%
0.0164	2	< 0.1%
0.0172	1	< 0.1%
0.0179	1	< 0.1%

Value	Count	Frequency (%)
0.5833	1	< 0.1%
0.5714	1	< 0.1%
0.52	1	< 0.1%
0.5	5	< 0.1%
0.4762	1	< 0.1%
0.4737	3	< 0.1%
0.4692	1	< 0.1%
0.4615	5	< 0.1%
0.4578	1	< 0.1%
0.4545	5	< 0.1%

Pct_Dschrg_Other
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	1636
Distinct (%)	7.0%
Missing	7987
Missing (%)	25.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.07219999142

Minimum	0
Maximum	0.4615
Zeros	1028
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	244.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01558
Q1	0.0511
median	0.068
Q3	0.0887
95-th percentile	0.1366
Maximum	0.4615
Range	0.4615
Interquartile range (IQR)	0.0376

Descriptive statistics

Standard deviation	0.03736036706
Coefficient of variation (CV)	0.517456669
Kurtosis	5.46073485
Mean	0.07219999142
Median Absolute Deviation (MAD)	0.0186
Skewness	1.264919624
Sum	1683.4872
Variance	0.001395797027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1028	3.3%
0.0769	175	0.6%
0.0833	169	0.5%
0.0714	168	0.5%
0.0667	166	0.5%
0.0909	161	0.5%
0.0588	151	0.5%
0.0625	148	0.5%
0.1111	113	0.4%
0.0556	110	0.4%
Other values (1626)	20928	66.9%
(Missing)	7987	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1028	3.3%
0.0038	1	< 0.1%
0.0044	1	< 0.1%
0.0047	1	< 0.1%
0.0056	2	< 0.1%
0.0065	2	< 0.1%
0.007	1	< 0.1%
0.0071	1	< 0.1%
0.0072	1	< 0.1%
0.0073	1	< 0.1%

Value	Count	Frequency (%)
0.4615	1	< 0.1%
0.4286	1	< 0.1%
0.4211	1	< 0.1%
0.3684	1	< 0.1%
0.3636	2	< 0.1%
0.36	1	< 0.1%
0.3571	1	< 0.1%
0.35	1	< 0.1%
0.3333	5	< 0.1%
0.3182	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Year	Month	Bene_Geo_Desc	Bene_Mdcd_Mdcr_Enrl_Stus	Bene_Race_Desc	Bene_Sex_Desc	Bene_Mdcr_Entlmt_Stus	Bene_Age_Desc	Bene_RUCA_Desc	Total_Bene_Hosp	Total_Mth_Enrl	Total_Bene_Enr_Hosp_Per100K	AVG_los	Pct_Dschrg_SNF	Pct_Dschrg_Expired	Pct_Dschrg_Home	Pct_Dschrg_Hspc	Pct_Dschrg_HomeHealth	Pct_Dschrg_Other
0	2020	Overall	National	All	All	All	All	All	All	983879.0	6.251189e+07	1573.9070	10.5787	0.1926	0.1799	0.3571	0.0493	0.1532	0.0679
1	2020	Overall	National	All	All	All	All	All	Rural	189003.0	1.206914e+07	1566.0028	9.7035	0.1741	0.1755	0.3941	0.0391	0.1443	0.0728
2	2020	Overall	National	All	All	All	All	All	Urban	792524.0	4.981956e+07	1590.7888	10.7810	0.1970	0.1809	0.3483	0.0517	0.1555	0.0667
3	2020	Overall	National	All	All	All	All	All	Unknown	NaN	6.231943e+05	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	2020	Overall	National	All	All	All	All	0-64	All	130239.0	8.319817e+06	1565.4070	11.5841	0.1475	0.1195	0.4955	0.0145	0.1305	0.0926
5	2020	Overall	National	All	All	All	All	65-74	All	341344.0	3.103836e+07	1099.7488	11.1354	0.1454	0.1585	0.4463	0.0244	0.1506	0.0748
6	2020	Overall	National	All	All	All	All	75-84	All	317125.0	1.651179e+07	1920.5969	10.4200	0.2052	0.1967	0.3091	0.0525	0.1726	0.0639
7	2020	Overall	National	All	All	All	All	85 and over	All	195063.0	6.641918e+06	2936.8474	9.1770	0.2849	0.2304	0.1868	0.1109	0.1413	0.0458
8	2020	Overall	National	All	All	All	Aged	All	All	820160.0	5.389008e+07	1521.9128	10.3482	0.1969	0.1884	0.3390	0.0553	0.1567	0.0637
9	2020	Overall	National	All	All	All	Disabled	All	All	106881.0	8.062489e+06	1325.6576	11.5414	0.1474	0.1142	0.5004	0.0155	0.1288	0.0937

Last rows

	Year	Month	Bene_Geo_Desc	Bene_Mdcd_Mdcr_Enrl_Stus	Bene_Race_Desc	Bene_Sex_Desc	Bene_Mdcr_Entlmt_Stus	Bene_Age_Desc	Bene_RUCA_Desc	Total_Bene_Hosp	Total_Mth_Enrl	Total_Bene_Enr_Hosp_Per100K	AVG_los	Pct_Dschrg_SNF	Pct_Dschrg_Expired	Pct_Dschrg_Home	Pct_Dschrg_Hspc	Pct_Dschrg_HomeHealth	Pct_Dschrg_Other
31294	2021	12	South Dakota	All	All	All	All	All	Unknown	NaN	30.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31295	2021	12	Tennessee	All	All	All	All	All	Unknown	NaN	2590.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31296	2021	12	Texas	All	All	All	All	All	Unknown	NaN	6237.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31297	2021	12	Utah	All	All	All	All	All	Unknown	NaN	117.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31298	2021	12	Vermont	All	All	All	All	All	Unknown	NaN	457.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31299	2021	12	Virginia	All	All	All	All	All	Unknown	NaN	2666.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31300	2021	12	Washington	All	All	All	All	All	Unknown	NaN	885.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31301	2021	12	West Virginia	All	All	All	All	All	Unknown	NaN	928.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31302	2021	12	Wisconsin	All	All	All	All	All	Unknown	NaN	217.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
31303	2021	12	Wyoming	All	All	All	All	All	Unknown	NaN	1356.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII